Overview

Dataset info

Number of variables32
Number of observations125973
Missing cells0 (0.0%)
Duplicate rows9 (< 0.1%)
Total size in memory30.8 MiB
Average record size in memory256.0 B

Variables types

Numeric21
Categorical2
Boolean2
Date0
URL0
Text (Unique)0
Rejected7
Unsupported0

Warnings

Dataset has 9 (< 0.1%) duplicate rows Warning
diff_srv_rate has 76217 (60.5%) zeros Zeros
dst_bytes is highly skewed (γ1 = 290.0529108) Skewed
dst_bytes has 67967 (54.0%) zeros Zeros
dst_host_diff_srv_rate has 46989 (37.3%) zeros Zeros
dst_host_rerror_rate has 103178 (81.9%) zeros Zeros
dst_host_same_src_port_rate has 63023 (50.0%) zeros Zeros
dst_host_same_srv_rate has 6927 (5.5%) zeros Zeros
dst_host_serror_rate has 81386 (64.6%) zeros Zeros
dst_host_srv_diff_host_rate has 86904 (69.0%) zeros Zeros
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate (ρ = 0.9246878916) Rejected
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate (ρ = 0.9850522228) Rejected
duration has 115955 (92.0%) zeros Zeros
hot has 123302 (97.9%) zeros Zeros
label has 45927 (36.5%) zeros Zeros
num_compromised is highly skewed (γ1 = 250.1078834) Skewed
num_compromised has 124687 (99.0%) zeros Zeros
num_root is highly correlated with num_compromised (ρ = 0.9988334526) Rejected
rerror_rate is highly correlated with dst_host_srv_rerror_rate (ρ = 0.9644486655) Rejected
same_srv_rate has 2766 (2.2%) zeros Zeros
serror_rate is highly correlated with dst_host_srv_serror_rate (ρ = 0.9811389586) Rejected
src_bytes is highly skewed (γ1 = 190.669347) Skewed
src_bytes has 49392 (39.2%) zeros Zeros
srv_diff_host_rate has 97574 (77.5%) zeros Zeros
srv_rerror_rate is highly correlated with rerror_rate (ρ = 0.989007653) Rejected
srv_serror_rate is highly correlated with serror_rate (ρ = 0.9932892425) Rejected

Variables

count
Numeric

Distinct count512
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean84.10755479
Minimum0
Maximum511
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median14
Q3143
95-th percentile286
Maximum511
Range511
Interquartile range141

Descriptive statistics

Standard deviation114.5086074
Coef of variation1.361454481
Kurtosis2.006916631
Mean84.10755479
MAD93.68926792
Skewness1.514274519
Sum10595281
Variance13112.22116
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 27763 22.0%
 
2 9474 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 
5 2980 2.4%
 
6 2413 1.9%
 
7 2325 1.8%
 
8 1902 1.5%
 
9 1712 1.4%
 
10 1610 1.3%
 
Other values (502) 68282 54.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 < 0.1%
 
1 27763 22.0%
 
2 9474 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 

Maximum 5 values

ValueCountFrequency (%) 
511 1437 1.1%
 
510 307 0.2%
 
509 243 0.2%
 
508 31 < 0.1%
 
507 6 < 0.1%
 

diff_srv_rate
Numeric

Distinct count95
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.06305263826
Minimum0
Maximum1
Zeros (%)60.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.06
95-th percentile0.29
Maximum1
Range1
Interquartile range0.06

Descriptive statistics

Standard deviation0.1803144075
Coef of variation2.859744056
Kurtosis18.8994721
Mean0.06305263826
MAD0.08005609995
Skewness4.379815401
Sum7942.93
Variance0.03251328556
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 76217 60.5%
 
0.06 18998 15.1%
 
0.07 9515 7.6%
 
0.05 6887 5.5%
 
1 3438 2.7%
 
0.08 1883 1.5%
 
0.01 1013 0.8%
 
0.09 645 0.5%
 
0.04 627 0.5%
 
0.5 549 0.4%
 
Other values (85) 6201 4.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 76217 60.5%
 
0.01 1013 0.8%
 
0.02 264 0.2%
 
0.03 282 0.2%
 
0.04 627 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3438 2.7%
 
0.99 39 < 0.1%
 
0.98 6 < 0.1%
 
0.97 7 < 0.1%
 
0.96 29 < 0.1%
 

dst_bytes
Numeric

Distinct count9326
Unique (%)7.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19779.11442
Minimum0
Maximum1309937401
Zeros (%)54.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3516
95-th percentile8314
Maximum1309937401
Range1309937401
Interquartile range516

Descriptive statistics

Standard deviation4021269.151
Coef of variation203.3088573
Kurtosis90941.73453
Mean19779.11442
MAD37014.14151
Skewness290.0529108
Sum2491634381
Variance1.617060559e+13
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 67967 54.0%
 
105 1497 1.2%
 
8314 888 0.7%
 
330 528 0.4%
 
331 512 0.4%
 
44 511 0.4%
 
42 478 0.4%
 
328 470 0.4%
 
332 469 0.4%
 
4 454 0.4%
 
Other values (9316) 52199 41.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 67967 54.0%
 
1 22 < 0.1%
 
3 1 < 0.1%
 
4 454 0.4%
 
5 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1309937401 1 < 0.1%
 
400291060 2 < 0.1%
 
7028652 1 < 0.1%
 
5155468 1 < 0.1%
 
5153771 1 < 0.1%
 

dst_host_count
Numeric

Distinct count256
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean182.1489446
Minimum0
Maximum255
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile3
Q182
Median255
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range173

Descriptive statistics

Standard deviation99.20621303
Coef of variation0.544643359
Kurtosis-1.065772798
Mean182.1489446
MAD89.49111684
Skewness-0.8334376779
Sum22945849
Variance9841.872705
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 74099 58.8%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 
5 723 0.6%
 
6 701 0.6%
 
7 645 0.5%
 
8 595 0.5%
 
9 578 0.5%
 
Other values (246) 40302 32.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
255 74099 58.8%
 
254 70 0.1%
 
253 89 0.1%
 
252 77 0.1%
 
251 90 0.1%
 

dst_host_diff_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.08295110857
Minimum0
Maximum1
Zeros (%)37.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.02
Q30.07
95-th percentile0.56
Maximum1
Range1
Interquartile range0.07

Descriptive statistics

Standard deviation0.1889217999
Coef of variation2.277507838
Kurtosis12.63440958
Mean0.08295110857
MAD0.09559500309
Skewness3.609600381
Sum10449.6
Variance0.03569144648
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 46989 37.3%
 
0.07 16570 13.2%
 
0.06 9787 7.8%
 
0.01 9295 7.4%
 
0.05 7321 5.8%
 
0.08 7001 5.6%
 
0.02 6716 5.3%
 
0.03 3563 2.8%
 
0.04 3091 2.5%
 
0.09 2569 2.0%
 
Other values (91) 13071 10.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 46989 37.3%
 
0.01 9295 7.4%
 
0.02 6716 5.3%
 
0.03 3563 2.8%
 
0.04 3091 2.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1 2139 1.7%
 
0.99 31 < 0.1%
 
0.98 35 < 0.1%
 
0.97 86 0.1%
 
0.96 63 0.1%
 

dst_host_rerror_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1188318132
Minimum0
Maximum1
Zeros (%)81.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range0

Descriptive statistics

Standard deviation0.306557458
Coef of variation2.579759156
Kurtosis3.69274866
Mean0.1188318132
MAD0.2018455192
Skewness2.347445837
Sum14969.6
Variance0.09397747507
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 103178 81.9%
 
1 10298 8.2%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.05 409 0.3%
 
0.04 397 0.3%
 
0.91 267 0.2%
 
0.92 257 0.2%
 
0.89 244 0.2%
 
Other values (91) 7404 5.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 103178 81.9%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.04 397 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 10298 8.2%
 
0.99 52 < 0.1%
 
0.98 68 0.1%
 
0.97 106 0.1%
 
0.96 168 0.1%
 

dst_host_same_src_port_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.148378859
Minimum0
Maximum1
Zeros (%)50.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.06
95-th percentile1
Maximum1
Range1
Interquartile range0.06

Descriptive statistics

Standard deviation0.3089971304
Coef of variation2.082487576
Kurtosis2.762402078
Mean0.148378859
MAD0.217753766
Skewness2.087039441
Sum18691.73
Variance0.09547922658
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
1 10307 8.2%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 
0.05 1664 1.3%
 
0.06 1299 1.0%
 
0.08 1086 0.9%
 
0.5 1077 0.9%
 
Other values (91) 18743 14.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1 10307 8.2%
 
0.99 139 0.1%
 
0.98 192 0.2%
 
0.97 145 0.1%
 
0.96 229 0.2%
 

dst_host_same_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5212416946
Minimum0
Maximum1
Zeros (%)5.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.05
Median0.51
Q31
95-th percentile1
Maximum1
Range1
Interquartile range0.95

Descriptive statistics

Standard deviation0.4489493637
Coef of variation0.861307467
Kurtosis-1.884045869
Mean0.5212416946
MAD0.4355811986
Skewness-0.01044802066
Sum65662.38
Variance0.2015555312
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 49059 38.9%
 
0.01 7780 6.2%
 
0 6927 5.5%
 
0.02 6593 5.2%
 
0.07 5672 4.5%
 
0.04 5208 4.1%
 
0.05 4951 3.9%
 
0.03 4049 3.2%
 
0.06 3444 2.7%
 
0.08 2816 2.2%
 
Other values (91) 29474 23.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6927 5.5%
 
0.01 7780 6.2%
 
0.02 6593 5.2%
 
0.03 4049 3.2%
 
0.04 5208 4.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 49059 38.9%
 
0.99 688 0.5%
 
0.98 821 0.7%
 
0.97 478 0.4%
 
0.96 675 0.5%
 

dst_host_serror_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.284452462
Minimum0
Maximum1
Zeros (%)64.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range1

Descriptive statistics

Standard deviation0.4447840503
Coef of variation1.563649853
Kurtosis-1.046995556
Mean0.284452462
MAD0.3992350426
Skewness0.9659523157
Sum35833.33
Variance0.1978328514
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 81386 64.6%
 
1 33562 26.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.09 419 0.3%
 
0.08 413 0.3%
 
0.04 372 0.3%
 
0.99 304 0.2%
 
0.05 298 0.2%
 
Other values (91) 4005 3.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 81386 64.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.04 372 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 33562 26.6%
 
0.99 304 0.2%
 
0.98 169 0.1%
 
0.97 100 0.1%
 
0.96 102 0.1%
 

dst_host_srv_count
Numeric

Distinct count256
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean115.653005
Minimum0
Maximum255
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q110
Median63
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range245

Descriptive statistics

Standard deviation110.7027408
Coef of variation0.957197271
Kurtosis-1.756334887
Mean115.653005
MAD105.1586717
Skewness0.2837211875
Sum14569156
Variance12255.09682
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 35993 28.6%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 
5 2336 1.9%
 
20 2300 1.8%
 
254 2238 1.8%
 
6 2222 1.8%
 
19 2190 1.7%
 
Other values (246) 59828 47.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 

Maximum 5 values

ValueCountFrequency (%) 
255 35993 28.6%
 
254 2238 1.8%
 
253 472 0.4%
 
252 213 0.2%
 
251 402 0.3%
 

dst_host_srv_diff_host_rate
Numeric

Distinct count75
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.03254244957
Minimum0
Maximum1
Zeros (%)69.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.02
95-th percentile0.18
Maximum1
Range1
Interquartile range0.02

Descriptive statistics

Standard deviation0.1125638049
Coef of variation3.458983769
Kurtosis35.77323559
Mean0.03254244957
MAD0.04923123099
Skewness5.548174497
Sum4099.47
Variance0.01267061017
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 86904 69.0%
 
0.02 7952 6.3%
 
0.01 7146 5.7%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 
0.05 3048 2.4%
 
0.5 1550 1.2%
 
0.06 1330 1.1%
 
0.07 1036 0.8%
 
0.25 951 0.8%
 
Other values (65) 6815 5.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 86904 69.0%
 
0.01 7146 5.7%
 
0.02 7952 6.3%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 

Maximum 5 values

ValueCountFrequency (%) 
1 691 0.5%
 
0.97 2 < 0.1%
 
0.93 1 < 0.1%
 
0.88 1 < 0.1%
 
0.86 2 < 0.1%
 

dst_host_srv_rerror_rate
Highly correlated

This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis

Correlation0.9246878916

dst_host_srv_serror_rate
Highly correlated

This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis

Correlation0.9850522228

duration
Numeric

Distinct count2981
Unique (%)2.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean287.14465
Minimum0
Maximum42908
Zeros (%)92.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile4
Maximum42908
Range42908
Interquartile range0

Descriptive statistics

Standard deviation2604.51531
Coef of variation9.070394693
Kurtosis156.0768098
Mean287.14465
MAD558.1253359
Skewness11.88022985
Sum36172473
Variance6783499.999
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 115955 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 
5 298 0.2%
 
27 197 0.2%
 
6 193 0.2%
 
28 181 0.1%
 
7 127 0.1%
 
Other values (2971) 5282 4.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 115955 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
42908 1 < 0.1%
 
42888 1 < 0.1%
 
42862 1 < 0.1%
 
42837 1 < 0.1%
 
42804 1 < 0.1%
 

flag
Numeric

Distinct count11
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.62219682
Minimum1
Maximum11
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q32
95-th percentile3
Maximum11
Range10
Interquartile range1

Descriptive statistics

Standard deviation1.025197008
Coef of variation0.6319806545
Kurtosis13.82434353
Mean1.62219682
MAD0.7403259535
Skewness2.969303382
Sum204353
Variance1.051028905
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 6.5 7.5 8.5 9.5 11. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 74945 59.5%
 
2 34851 27.7%
 
3 11233 8.9%
 
4 2421 1.9%
 
6 1562 1.2%
 
7 365 0.3%
 
5 271 0.2%
 
10 127 0.1%
 
8 103 0.1%
 
9 49 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 74945 59.5%
 
2 34851 27.7%
 
3 11233 8.9%
 
4 2421 1.9%
 
5 271 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
11 46 < 0.1%
 
10 127 0.1%
 
9 49 < 0.1%
 
8 103 0.1%
 
7 365 0.3%
 

hot
Numeric

Distinct count28
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2044088813
Minimum0
Maximum77
Zeros (%)97.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum77
Range77
Interquartile range0

Descriptive statistics

Standard deviation2.149968434
Coef of variation10.51797955
Kurtosis168.0142645
Mean0.2044088813
MAD0.4001496174
Skewness12.58988613
Sum25750
Variance4.622364266
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=28)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 123302 97.9%
 
2 1037 0.8%
 
1 369 0.3%
 
28 277 0.2%
 
30 256 0.2%
 
4 173 0.1%
 
6 140 0.1%
 
5 76 0.1%
 
24 68 0.1%
 
19 57 < 0.1%
 
Other values (18) 218 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 123302 97.9%
 
1 369 0.3%
 
2 1037 0.8%
 
3 54 < 0.1%
 
4 173 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
77 1 < 0.1%
 
44 2 < 0.1%
 
33 1 < 0.1%
 
30 256 0.2%
 
28 277 0.2%
 

is_guest_login
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
124786
1
 
1187
ValueCountFrequency (%) 
0 124786 99.1%
 
1 1187 0.9%
 

label
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.7449850365
Minimum0
Maximum4
Zeros (%)36.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q31
95-th percentile2
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.6537475066
Coef of variation0.8775310571
Kurtosis0.2558293474
Mean0.7449850365
MAD0.5432104938
Skewness0.5219623153
Sum93848
Variance0.4273858024
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1 67343 53.5%
 
0 45927 36.5%
 
2 11656 9.3%
 
3 995 0.8%
 
4 52 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 45927 36.5%
 
1 67343 53.5%
 
2 11656 9.3%
 
3 995 0.8%
 
4 52 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 52 < 0.1%
 
3 995 0.8%
 
2 11656 9.3%
 
1 67343 53.5%
 
0 45927 36.5%
 

logged_in
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
76121
1
49852
ValueCountFrequency (%) 
0 76121 60.4%
 
1 49852 39.6%
 

num_compromised
Numeric

Distinct count88
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2792503155
Minimum0
Maximum7479
Zeros (%)99.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum7479
Range7479
Interquartile range0

Descriptive statistics

Standard deviation23.94204224
Coef of variation85.73684938
Kurtosis75956.22769
Mean0.2792503155
MAD0.5527991569
Skewness250.1078834
Sum35178
Variance573.2213868
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 124687 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
4 40 < 0.1%
 
3 38 < 0.1%
 
6 19 < 0.1%
 
5 17 < 0.1%
 
7 5 < 0.1%
 
9 3 < 0.1%
 
8 3 < 0.1%
 
Other values (78) 87 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 124687 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
3 38 < 0.1%
 
4 40 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7479 1 < 0.1%
 
1739 1 < 0.1%
 
1043 1 < 0.1%
 
884 2 < 0.1%
 
809 1 < 0.1%
 

num_root
Highly correlated

This variable is highly correlated with num_compromised and should be ignored for analysis

Correlation0.9988334526

protocol_type
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
102689
2
 
14993
3
 
8291
ValueCountFrequency (%) 
1 102689 81.5%
 
2 14993 11.9%
 
3 8291 6.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

rerror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis

Correlation0.9644486655

same_srv_rate
Numeric

Distinct count101
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.6609276591
Minimum0
Maximum1
Zeros (%)2.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01
Q10.09
Median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range0.91

Descriptive statistics

Standard deviation0.4396228624
Coef of variation0.6651603339
Kurtosis-1.609765806
Mean0.6609276591
MAD0.419753629
Skewness-0.5724994801
Sum83259.04
Variance0.1932682612
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 76812 61.0%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.07 3438 2.7%
 
0.04 3227 2.6%
 
0.06 3220 2.6%
 
0.05 3088 2.5%
 
0.08 2815 2.2%
 
0 2766 2.2%
 
Other values (91) 19461 15.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2766 2.2%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.04 3227 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
1 76812 61.0%
 
0.99 759 0.6%
 
0.98 97 0.1%
 
0.97 44 < 0.1%
 
0.96 16 < 0.1%
 

serror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis

Correlation0.9811389586

service
Numeric

Distinct count70
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean11.10711025
Minimum1
Maximum70
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q13
Median4
Q315
95-th percentile42
Maximum70
Range69
Interquartile range12

Descriptive statistics

Standard deviation12.76029086
Coef of variation1.148839848
Kurtosis3.067740765
Mean11.10711025
MAD9.447378654
Skewness1.896832901
Sum1399196
Variance162.8250227
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 61.5 62.5 64.5 65.5 70. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 40338 32.0%
 
3 21853 17.3%
 
12 9043 7.2%
 
16 7313 5.8%
 
1 6860 5.4%
 
8 4586 3.6%
 
2 4359 3.5%
 
26 3077 2.4%
 
10 2353 1.9%
 
11 1767 1.4%
 
Other values (60) 24424 19.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 6860 5.4%
 
2 4359 3.5%
 
3 21853 17.3%
 
4 40338 32.0%
 
5 78 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
70 2 < 0.1%
 
69 3 < 0.1%
 
68 1 < 0.1%
 
67 2 < 0.1%
 
66 2 < 0.1%
 

src_bytes
Numeric

Distinct count3341
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean45566.743
Minimum0
Maximum1379963888
Zeros (%)39.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median44
Q3276
95-th percentile1480
Maximum1379963888
Range1379963888
Interquartile range276

Descriptive statistics

Standard deviation5870331.182
Coef of variation128.8292907
Kurtosis39354.12125
Mean45566.743
MAD89288.96335
Skewness190.669347
Sum5740179316
Variance3.446078819e+13
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 49392 39.2%
 
8 3691 2.9%
 
1 2432 1.9%
 
44 2334 1.9%
 
45 2089 1.7%
 
1032 2001 1.6%
 
46 1294 1.0%
 
43 1284 1.0%
 
105 998 0.8%
 
147 948 0.8%
 
Other values (3331) 59510 47.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 49392 39.2%
 
1 2432 1.9%
 
4 2 < 0.1%
 
5 28 < 0.1%
 
6 147 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1379963888 1 < 0.1%
 
1167519497 1 < 0.1%
 
693375640 1 < 0.1%
 
621568663 1 < 0.1%
 
381709090 1 < 0.1%
 

srv_count
Numeric

Distinct count509
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean27.73788828
Minimum0
Maximum511
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median8
Q318
95-th percentile158
Maximum511
Range511
Interquartile range16

Descriptive statistics

Standard deviation72.63583965
Coef of variation2.618650667
Kurtosis24.24448367
Mean27.73788828
MAD34.38068086
Skewness4.694161923
Sum3494225
Variance5275.965201
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 25398 20.2%
 
2 12820 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 
5 4636 3.7%
 
6 4156 3.3%
 
7 3992 3.2%
 
8 3697 2.9%
 
9 3528 2.8%
 
11 3293 2.6%
 
Other values (499) 52591 41.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 < 0.1%
 
1 25398 20.2%
 
2 12820 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
511 1012 0.8%
 
510 160 0.1%
 
509 49 < 0.1%
 
508 11 < 0.1%
 
507 3 < 0.1%
 

srv_diff_host_rate
Numeric

Distinct count60
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.09732164829
Minimum0
Maximum1
Zeros (%)77.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range0

Descriptive statistics

Standard deviation0.2598304981
Coef of variation2.669811935
Kurtosis6.816307244
Mean0.09732164829
MAD0.1571138551
Skewness2.860354518
Sum12259.9
Variance0.06751188775
Memory size984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 97574 77.5%
 
1 8143 6.5%
 
0.01 2865 2.3%
 
0.5 982 0.8%
 
0.67 975 0.8%
 
0.12 904 0.7%
 
0.33 790 0.6%
 
0.02 771 0.6%
 
0.11 732 0.6%
 
0.25 724 0.6%
 
Other values (50) 11513 9.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 97574 77.5%
 
0.01 2865 2.3%
 
0.02 771 0.6%
 
0.03 218 0.2%
 
0.04 187 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8143 6.5%
 
0.88 1 < 0.1%
 
0.83 7 < 0.1%
 
0.8 60 < 0.1%
 
0.75 235 0.2%
 

srv_rerror_rate
Highly correlated

This variable is highly correlated with rerror_rate and should be ignored for analysis

Correlation0.989007653

srv_serror_rate
Highly correlated

This variable is highly correlated with serror_rate and should be ignored for analysis

Correlation0.9932892425

wrong_fragment
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
124883
3
 
884
1
 
206
ValueCountFrequency (%) 
0 124883 99.1%
 
3 884 0.7%
 
1 206 0.2%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Correlations

Missing values

Sample

First rows

countdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginlabellogged_innum_compromisednum_rootprotocol_typererror_ratesame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratewrong_fragment
020.0001500.030.050.170.170.00250.000.000.000100100010.01.000.0149120.000.00.00
1130.1502550.600.000.880.000.0010.000.000.000100100020.00.080.0214610.000.00.00
21230.0702550.050.000.000.101.00260.000.001.000200000010.00.051.03060.000.01.00
350.008153300.000.000.031.000.032550.040.010.010100110010.01.000.2423250.000.00.20
4300.004202550.000.000.001.000.002550.000.000.000100110010.01.000.04199320.090.00.00
51210.0602550.071.000.000.070.00190.001.000.000300000011.00.160.030190.001.00.00
61660.0602550.050.000.000.041.0090.000.001.000200000010.00.051.03090.000.01.00
71170.0602550.070.000.000.061.00150.000.001.000200000010.00.141.030160.000.01.00
82700.0502550.050.000.000.091.00230.000.001.000200000010.00.091.050230.000.01.00
91330.0602550.060.000.000.051.00130.000.001.000200000010.00.061.03080.000.01.00

Last rows

countdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginlabellogged_innum_compromisednum_rootprotocol_typererror_ratesame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratewrong_fragment
12596330.0016002550.000.000.001.000.002550.000.00.00100110010.01.000.00433430.000.00.000
1259641280.0502550.060.000.000.051.00120.000.01.00200000010.00.071.003090.000.01.000
12596510.0036510.000.001.001.000.0021.000.00.00100110010.01.000.0016223310.000.00.000
1259661130.0702550.070.000.000.051.00130.000.01.00200000010.00.031.003030.000.01.000
12596730.0037530.000.000.331.000.332550.040.00.00100110010.01.000.334359110.180.00.090
1259681840.0602550.060.000.000.101.00250.000.01.00200000010.00.141.0030250.000.01.000
12596920.001452550.010.000.010.960.002440.000.00.08100100020.01.000.00310520.000.00.000
12597010.003842550.060.010.000.120.72300.000.00.00100110010.01.000.0016223110.000.00.000
1259711440.0502550.050.000.000.031.0080.000.01.00200000010.00.061.0036080.000.01.000
12597210.0002550.030.000.300.300.00770.000.00.00100110010.01.000.00115110.000.00.000